{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Open set inference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Model 1: resnet18 with pretrained weights on ImageNet\n",
    "2. Model 2: resnet18 pretrained, transferred to mercedes vs. non-mercedes dataset (s3://car-tagging-datasets/open-set/)\n",
    "3. Model 3: normal resnet50 mercedes classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from api import inference\r\n",
    "from api import open_set_inference as osi\r\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['correct_species'], ['93.1%'], tensor([0]))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inference.classify_species(image=\"test-images/Clumber_06.jpg\", model_name=\"dogs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(['GLA Offroader'], ['100.0%'], tensor([4]))\n"
     ]
    }
   ],
   "source": [
    "%%time\r\n",
    "print(inference.classify_breeds(image='test-images/A_000_white.jpg'))\r\n",
    "print(osi.classify_open_set(image='test-images/A_000_white.jpg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(['A Class Saloon'], ['99.4%'], tensor([0]))\n",
      "(['UNKNOWN'], '26.6%')\n",
      "Wall time: 4.81 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\r\n",
    "print(inference.classify_breeds(image='test-images/Reply-Logo.jpg'))\r\n",
    "print(osi.classify_open_set(image='test-images/Reply-Logo.jpg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "animal.jpg (['UNKNOWN'], '69.0%')\n",
      "A_000_white.jpg (['GLA Offroader'], ['100.0%'])\n",
      "complex-mercedes.jpg (['CLA Shooting Brake'], ['99.5%'])\n",
      "not_mercedes.jpg (['NOT_MERCEDES'], '100.0%')\n",
      "Reply-Logo.jpg (['UNKNOWN'], '26.6%')\n"
     ]
    }
   ],
   "source": [
    "for image in os.listdir('test-images'):\r\n",
    "    print(image, osi.classify_open_set(image=os.path.join('test-images', image)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing open set classification accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\r\n",
    "from tqdm import tqdm\r\n",
    "from sklearn.metrics import classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = ['mercedes', 'non-mercedes', 'unknown']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "7it [00:16,  2.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/94-flipped.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "14it [00:32,  2.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/29-blurred.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "16it [00:36,  2.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/B_290_black.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "28it [01:04,  2.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/31-blurred.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "34it [01:18,  2.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/64-contrast.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "36it [01:21,  1.88s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/51-original.jpg 2 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "48it [01:49,  2.31s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/91-flipped.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "55it [02:05,  2.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/a_class_saloon_8.png 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "61it [02:19,  2.36s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/74-sheared.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "64it [02:27,  2.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/86-flipped.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "71it [02:43,  2.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/28-noised.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "75it [02:51,  1.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/41-rotated.jpg 2 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "84it [03:11,  2.27s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/65-noised.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "88it [03:20,  2.27s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/B_200_white.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "92it [03:29,  2.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/41-blurred.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100it [03:48,  2.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/13-rotated.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "102it [03:52,  2.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/31-original.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "105it [03:58,  1.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/46-contrast.jpg 2 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "109it [04:07,  2.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/13-flipped.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "119it [04:30,  2.27s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/46-original.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "121it [04:34,  2.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/69-contrast.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "124it [04:41,  2.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/5-sheared.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "127it [04:48,  2.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/91-contrast.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "132it [05:00,  2.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/GLA_200_black.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "137it [05:11,  2.31s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/90-original.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "145it [05:30,  2.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/60-original.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "164it [06:14,  2.27s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/2-flipped.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "166it [06:18,  2.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/16-flipped.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "167it [06:21,  2.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/5-contrast.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "170it [06:28,  2.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/54-blurred.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "171it [06:30,  2.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/B_170_black_dark.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "173it [06:35,  2.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/21-sheared.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "180it [06:51,  2.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/0-blurred.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "186it [07:05,  2.33s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/87-original.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "187it [07:08,  2.37s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/74-contrast.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "196it [07:28,  2.31s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/24-contrast.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "207it [07:54,  2.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/20-original.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "210it [08:01,  2.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/a_class_saloon_5.png 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "214it [08:10,  2.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/89-rotated.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "218it [08:20,  2.46s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/B_200_grey.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "220it [08:25,  2.30s/it]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong mercedes test/mercedes/75-contrast.jpg 1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "4it [00:07,  1.68s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07981.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "9it [00:17,  1.71s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07894.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "29it [01:01,  1.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07898.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "30it [01:02,  1.49s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07995.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "42it [01:27,  1.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/08027.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "53it [01:52,  2.27s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07936.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "60it [02:09,  2.33s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07964.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "61it [02:09,  1.86s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07882.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "67it [02:23,  2.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07876.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "68it [02:25,  2.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07989.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "70it [02:30,  2.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07965.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "77it [02:44,  1.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07897.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "79it [02:47,  1.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07988.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "81it [02:50,  1.47s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07864.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "89it [03:09,  2.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07863.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "95it [03:23,  2.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07928.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "114it [04:06,  2.31s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/08029.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "115it [04:09,  2.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/08031.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "117it [04:12,  1.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07930.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "141it [05:05,  1.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07957.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "146it [05:14,  1.72s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07861.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "155it [05:35,  2.23s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07903.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "158it [05:40,  1.78s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/08035.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "178it [06:26,  2.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07868.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "180it [06:29,  1.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07996.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "196it [07:04,  1.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07871.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "199it [07:11,  2.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07859.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "202it [07:16,  1.77s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/08007.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "207it [07:26,  1.71s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07999.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "208it [07:26,  1.42s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07948.jpg 2 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "212it [07:35,  2.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong non-mercedes test/non-mercedes/07972.jpg 0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "220it [07:54,  2.16s/it]\n",
      "2it [00:02,  1.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000135.JPEG 0 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "6it [00:07,  1.37s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000032.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "18it [00:17,  1.21s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000185.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "40it [00:35,  1.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000049.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "46it [00:41,  1.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000187.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100it [01:24,  1.18s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000085.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "114it [01:36,  1.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000056.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "151it [02:05,  1.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000175.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "199it [02:43,  1.23s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000014.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "203it [02:47,  1.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wrong unknown test/unknown/ILSVRC2012_val_00000096.JPEG 1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "220it [03:00,  1.22it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "list_of_preds = []\r\n",
    "list_of_trues = []\r\n",
    "for i,cl in enumerate(labels):\r\n",
    "    photos = os.listdir(os.path.join(\"test-set\", cl))\r\n",
    "    preds = np.zeros((220))\r\n",
    "    trues = np.zeros((220))\r\n",
    "    list_of_images = []\r\n",
    "    for image in photos:\r\n",
    "        tester = image[-5:].upper()\r\n",
    "        if not (\"JP\" in tester or \"PNG\" in tester):\r\n",
    "            continue\r\n",
    "        img_path = os.path.join(\"test-set\", cl, image)\r\n",
    "        list_of_images += [img_path]\r\n",
    "        \r\n",
    "    assert(len(list_of_images) == 220)\r\n",
    "    for j,img_path in tqdm(enumerate(list_of_images)):\r\n",
    "        preds[j] = osi.test_classification(img_path)\r\n",
    "        trues[j] = i\r\n",
    "    list_of_preds += [preds]\r\n",
    "    list_of_trues += [trues]\r\n",
    "\r\n",
    "true = np.concatenate(list_of_trues)\r\n",
    "pred = np.concatenate(list_of_preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'true' (ndarray)\n"
     ]
    }
   ],
   "source": [
    "%store true"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'pred' (ndarray)\n"
     ]
    }
   ],
   "source": [
    "%store pred"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 class open set classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    mercedes       0.93      0.81      0.87       220\n",
      "non-mercedes       0.80      0.86      0.83       220\n",
      "     unknown       0.91      0.95      0.93       220\n",
      "\n",
      "    accuracy                           0.88       660\n",
      "   macro avg       0.88      0.88      0.88       660\n",
      "weighted avg       0.88      0.88      0.88       660\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(true, pred, target_names=labels))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 class open set classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "true_2 = (true > 0) * 1\n",
    "pred_2 = (pred > 0) * 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    mercedes       0.93      0.81      0.87       220\n",
      "        else       0.91      0.97      0.94       440\n",
      "\n",
      "    accuracy                           0.92       660\n",
      "   macro avg       0.92      0.89      0.90       660\n",
      "weighted avg       0.92      0.92      0.92       660\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(true_2, pred_2, target_names=['mercedes', 'else']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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